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christopher-altman / qml-verification-lab

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Verification harness for quantum ML. A reproducible lab for stress-testing quantum models where predictive accuracy, identifiability, curvature, and robustness under noise can diverge.

reproducible-research noise-injection fisher-information quantum-simulation quantum-neural-networks low-data-regime variational-quantum-circuits barren-plateaus quantum-kernels support-recovery identifiability-collapse hessian-curvature ansatz-expressibility spectral-diagnostics manifold-telemetry deterministic-harness hardware-aware-qml qiskit-backend pennylane-backend cirq-backend
  • Updated Jan 7, 2026
  • Python

christopher-altman / sqnt-hardware-demo

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Adaptive quantum networks in practice: superposed graph topologies and operator-space spatialization, with reproducible hardware-relevant demos and figures.

reproducible-research numpy inverse-problems identifiability quantum-machine-learning qiskit graph-neural-networks quantum-neural-networks mixture-models pennylane quantum-compilation adaptive-quantum-networks superposed-graph-topologies superpositional-topologies topology-learning model-identifiability support-recovery operator-space deterministic-experiments hardware-aware-ml
  • Updated Jan 8, 2026
  • Python

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